Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 910 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 78.2 KiB |
| Average record size in memory | 88.0 B |
Variable types
| Numeric | 10 |
|---|
Brinell Hardness is highly overall correlated with Density (g/cc) and 7 other fields | High correlation |
Density (g/cc) is highly overall correlated with Brinell Hardness and 7 other fields | High correlation |
Electrical Resistivity (ohm-cm) is highly overall correlated with Brinell Hardness and 7 other fields | High correlation |
Elongation (%) is highly overall correlated with Density (g/cc) and 2 other fields | High correlation |
Melting Point (°C) is highly overall correlated with Brinell Hardness and 7 other fields | High correlation |
Modulus of Elasticity (GPa) is highly overall correlated with Brinell Hardness and 8 other fields | High correlation |
Specific Heat Capacity (J/g-°C) is highly overall correlated with Brinell Hardness and 7 other fields | High correlation |
Thermal Conductivity (W/m-K) is highly overall correlated with Brinell Hardness and 6 other fields | High correlation |
Ultimate Tensile Strength (MPa) is highly overall correlated with Brinell Hardness and 7 other fields | High correlation |
Yield Tensile Strength(MPa) is highly overall correlated with Brinell Hardness and 4 other fields | High correlation |
Reproduction
| Analysis started | 2024-05-28 20:32:00.982540 |
|---|---|
| Analysis finished | 2024-05-28 20:32:34.184260 |
| Duration | 33.2 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
Yield Tensile Strength(MPa)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 353 |
|---|---|
| Distinct (%) | 38.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 361.42813 |
| Minimum | 7 |
|---|---|
| Maximum | 1900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 79.45 |
| Q1 | 150 |
| median | 241 |
| Q3 | 450 |
| 95-th percentile | 1111 |
| Maximum | 1900 |
| Range | 1893 |
| Interquartile range (IQR) | 300 |
Descriptive statistics
| Standard deviation | 317.75842 |
|---|---|
| Coefficient of variation (CV) | 0.87917456 |
| Kurtosis | 2.3170419 |
| Mean | 361.42813 |
| Median Absolute Deviation (MAD) | 117 |
| Skewness | 1.6554247 |
| Sum | 328899.6 |
| Variance | 100970.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 165 | 21 | 2.3% |
| 205 | 19 | 2.1% |
| 275 | 18 | 2.0% |
| 240 | 15 | 1.6% |
| 152 | 13 | 1.4% |
| 145 | 13 | 1.4% |
| 193 | 12 | 1.3% |
| 310 | 12 | 1.3% |
| 150 | 12 | 1.3% |
| 110 | 12 | 1.3% |
| Other values (343) | 763 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 10 | 2 | |
| 11 | 1 | |
| 13.7 | 1 | |
| 20 | 1 | |
| 21 | 1 | |
| 23 | 1 | |
| 27.25 | 1 | |
| 27.6 | 1 | |
| 28 | 1 |
| Value | Count | Frequency (%) |
| 1900 | 1 | |
| 1650 | 2 | |
| 1520 | 1 | |
| 1450 | 2 | |
| 1410 | 1 | |
| 1365 | 1 | |
| 1360 | 1 | |
| 1340 | 1 | |
| 1330 | 1 | |
| 1310 | 2 |
Ultimate Tensile Strength (MPa)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 337 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 518.82734 |
| Minimum | 17.5 |
|---|---|
| Maximum | 2190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 17.5 |
|---|---|
| 5-th percentile | 133.925 |
| Q1 | 241 |
| median | 362 |
| Q3 | 668.75 |
| 95-th percentile | 1297.75 |
| Maximum | 2190 |
| Range | 2172.5 |
| Interquartile range (IQR) | 427.75 |
Descriptive statistics
| Standard deviation | 385.97107 |
|---|---|
| Coefficient of variation (CV) | 0.74392971 |
| Kurtosis | 1.2498274 |
| Mean | 518.82734 |
| Median Absolute Deviation (MAD) | 157.5 |
| Skewness | 1.3211027 |
| Sum | 472132.88 |
| Variance | 148973.67 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 310 | 21 | 2.3% |
| 275 | 19 | 2.1% |
| 655 | 16 | 1.8% |
| 255 | 15 | 1.6% |
| 241 | 15 | 1.6% |
| 290 | 15 | 1.6% |
| 515 | 14 | 1.5% |
| 620 | 13 | 1.4% |
| 585 | 12 | 1.3% |
| 200 | 11 | 1.2% |
| Other values (327) | 759 |
| Value | Count | Frequency (%) |
| 17.5 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 45 | 1 | 0.1% |
| 52 | 2 | 0.2% |
| 60 | 1 | 0.1% |
| 75 | 5 | |
| 76 | 1 | 0.1% |
| 89.6 | 1 | 0.1% |
| 90 | 3 |
| Value | Count | Frequency (%) |
| 2190 | 1 | |
| 2100 | 1 | |
| 2030 | 1 | |
| 1940 | 1 | |
| 1830 | 2 | |
| 1800 | 1 | |
| 1790 | 1 | |
| 1690 | 1 | |
| 1680 | 1 | |
| 1640 | 1 |
Modulus of Elasticity (GPa)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 126 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.6678 |
| Minimum | 14 |
|---|---|
| Maximum | 469 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 69.6 |
| median | 78.3 |
| Q3 | 192 |
| 95-th percentile | 225 |
| Maximum | 469 |
| Range | 455 |
| Interquartile range (IQR) | 122.4 |
Descriptive statistics
| Standard deviation | 63.795152 |
|---|---|
| Coefficient of variation (CV) | 0.55153769 |
| Kurtosis | 0.45870872 |
| Mean | 115.6678 |
| Median Absolute Deviation (MAD) | 26.7 |
| Skewness | 0.94320218 |
| Sum | 105257.7 |
| Variance | 4069.8214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68.9 | 76 | 8.4% |
| 200 | 75 | 8.2% |
| 71 | 67 | 7.4% |
| 45 | 60 | 6.6% |
| 69 | 49 | 5.4% |
| 70.3 | 48 | 5.3% |
| 193 | 25 | 2.7% |
| 190 | 23 | 2.5% |
| 103 | 22 | 2.4% |
| 218 | 21 | 2.3% |
| Other values (116) | 444 |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 23.4 | 1 | 0.1% |
| 32 | 3 | |
| 40 | 1 | 0.1% |
| 43 | 1 | 0.1% |
| 44 | 7 | |
| 44.1 | 4 | |
| 44.2 | 4 | |
| 44.4 | 2 | 0.2% |
| 44.8 | 4 |
| Value | Count | Frequency (%) |
| 469 | 1 | 0.1% |
| 400 | 2 | 0.2% |
| 248 | 1 | 0.1% |
| 232 | 17 | |
| 229 | 13 | |
| 225 | 16 | |
| 218 | 21 | |
| 216 | 6 | 0.7% |
| 212 | 2 | 0.2% |
| 211 | 1 | 0.1% |
Elongation (%)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 159 |
|---|---|
| Distinct (%) | 17.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.731055 |
| Minimum | 0.5 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 14 |
| Q3 | 25 |
| 95-th percentile | 50 |
| Maximum | 70 |
| Range | 69.5 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.4835 |
|---|---|
| Coefficient of variation (CV) | 0.8168437 |
| Kurtosis | 0.61390325 |
| Mean | 17.731055 |
| Median Absolute Deviation (MAD) | 8.35 |
| Skewness | 1.1281334 |
| Sum | 16135.26 |
| Variance | 209.77179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 51 | 5.6% |
| 15 | 38 | 4.2% |
| 3 | 35 | 3.8% |
| 12 | 34 | 3.7% |
| 10 | 33 | 3.6% |
| 25 | 29 | 3.2% |
| 13 | 28 | 3.1% |
| 5 | 28 | 3.1% |
| 2 | 25 | 2.7% |
| 4 | 25 | 2.7% |
| Other values (149) | 584 |
| Value | Count | Frequency (%) |
| 0.5 | 6 | 0.7% |
| 1 | 24 | |
| 1.3 | 2 | 0.2% |
| 1.5 | 11 | |
| 1.7 | 1 | 0.1% |
| 1.8 | 1 | 0.1% |
| 2 | 25 | |
| 2.2 | 1 | 0.1% |
| 2.3 | 1 | 0.1% |
| 2.4 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 70 | 1 | 0.1% |
| 62.6 | 1 | 0.1% |
| 61.7 | 1 | 0.1% |
| 60 | 5 | |
| 59.3 | 1 | 0.1% |
| 58.5 | 1 | 0.1% |
| 58 | 1 | 0.1% |
| 57 | 4 | |
| 55.5 | 1 | 0.1% |
| 55.4 | 1 | 0.1% |
Melting Point (°C)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 224 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 937.95264 |
| Minimum | 183 |
|---|---|
| Maximum | 3370 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 183 |
|---|---|
| 5-th percentile | 430 |
| Q1 | 595 |
| median | 650 |
| Q3 | 1380 |
| 95-th percentile | 1630 |
| Maximum | 3370 |
| Range | 3187 |
| Interquartile range (IQR) | 785 |
Descriptive statistics
| Standard deviation | 428.51066 |
|---|---|
| Coefficient of variation (CV) | 0.45685746 |
| Kurtosis | 1.3866946 |
| Mean | 937.95264 |
| Median Absolute Deviation (MAD) | 222 |
| Skewness | 0.88534884 |
| Sum | 853536.9 |
| Variance | 183621.38 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1430 | 42 | 4.6% |
| 1380 | 21 | 2.3% |
| 1320 | 19 | 2.1% |
| 603 | 18 | 2.0% |
| 1365 | 17 | 1.9% |
| 583.5 | 17 | 1.9% |
| 1425 | 17 | 1.9% |
| 1370 | 17 | 1.9% |
| 628 | 16 | 1.8% |
| 635 | 16 | 1.8% |
| Other values (214) | 710 |
| Value | Count | Frequency (%) |
| 183 | 2 | 0.2% |
| 232 | 1 | 0.1% |
| 308.5 | 1 | 0.1% |
| 316 | 1 | 0.1% |
| 328 | 1 | 0.1% |
| 360 | 5 | |
| 389.5 | 2 | 0.2% |
| 404.5 | 3 | |
| 410 | 5 | |
| 416 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 3370 | 2 | 0.2% |
| 3180 | 1 | 0.1% |
| 1860 | 1 | 0.1% |
| 1850 | 1 | 0.1% |
| 1740 | 5 | |
| 1710 | 1 | 0.1% |
| 1700 | 3 | |
| 1670 | 6 | |
| 1662 | 1 | 0.1% |
| 1660 | 5 |
Density (g/cc)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 136 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2847912 |
| Minimum | 1.54 |
|---|---|
| Maximum | 21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 1.54 |
|---|---|
| 5-th percentile | 1.83 |
| Q1 | 2.7 |
| median | 4.4 |
| Q3 | 8.03 |
| 95-th percentile | 9.05 |
| Maximum | 21 |
| Range | 19.46 |
| Interquartile range (IQR) | 5.33 |
Descriptive statistics
| Standard deviation | 2.9944615 |
|---|---|
| Coefficient of variation (CV) | 0.5666187 |
| Kurtosis | 0.82561969 |
| Mean | 5.2847912 |
| Median Absolute Deviation (MAD) | 2.57 |
| Skewness | 0.68960332 |
| Sum | 4809.16 |
| Variance | 8.9667999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.8 | 62 | 6.8% |
| 2.7 | 56 | 6.2% |
| 8 | 45 | 4.9% |
| 2.69 | 34 | 3.7% |
| 2.72 | 34 | 3.7% |
| 2.81 | 31 | 3.4% |
| 2.71 | 30 | 3.3% |
| 2.66 | 28 | 3.1% |
| 1.83 | 27 | 3.0% |
| 8.3 | 26 | 2.9% |
| Other values (126) | 537 |
| Value | Count | Frequency (%) |
| 1.54 | 1 | 0.1% |
| 1.74 | 4 | 0.4% |
| 1.77 | 11 | |
| 1.78 | 2 | 0.2% |
| 1.8 | 14 | |
| 1.81 | 9 | 1.0% |
| 1.82 | 2 | 0.2% |
| 1.83 | 27 | |
| 1.84 | 6 | 0.7% |
| 1.85 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 21 | 1 | |
| 19.3 | 2 | |
| 19.1 | 2 | |
| 11.3 | 1 | |
| 11 | 1 | |
| 9.69 | 1 | |
| 9.4 | 1 | |
| 9.3 | 1 | |
| 9.29 | 1 | |
| 9.25 | 2 |
Electrical Resistivity (ohm-cm)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 192 |
|---|---|
| Distinct (%) | 21.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6676857 × 10-5 |
| Minimum | 1.87 × 10-6 |
|---|---|
| Maximum | 0.000198 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 1.87 × 10-6 |
|---|---|
| 5-th percentile | 3.245 × 10-6 |
| Q1 | 4.9 × 10-6 |
| median | 1.05 × 10-5 |
| Q3 | 7.2 × 10-5 |
| 95-th percentile | 0.000136 |
| Maximum | 0.000198 |
| Range | 0.00019613 |
| Interquartile range (IQR) | 6.71 × 10-5 |
Descriptive statistics
| Standard deviation | 4.5875652 × 10-5 |
|---|---|
| Coefficient of variation (CV) | 1.2508065 |
| Kurtosis | 1.1234783 |
| Mean | 3.6676857 × 10-5 |
| Median Absolute Deviation (MAD) | 6.68 × 10-6 |
| Skewness | 1.4118782 |
| Sum | 0.03337594 |
| Variance | 2.1045754 × 10-9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.2 × 10-5 | 34 | 3.7% |
| 9.96 × 10-5 | 23 | 2.5% |
| 4.6 × 10-6 | 21 | 2.3% |
| 0.000136 | 21 | 2.3% |
| 4.99 × 10-6 | 18 | 2.0% |
| 6.4 × 10-6 | 17 | 1.9% |
| 0.000101 | 17 | 1.9% |
| 8.86 × 10-5 | 16 | 1.8% |
| 4.4 × 10-6 | 16 | 1.8% |
| 4.3 × 10-6 | 15 | 1.6% |
| Other values (182) | 712 |
| Value | Count | Frequency (%) |
| 1.87 × 10-6 | 1 | 0.1% |
| 2.7 × 10-6 | 1 | 0.1% |
| 2.8 × 10-6 | 9 | |
| 2.81 × 10-6 | 1 | 0.1% |
| 2.83 × 10-6 | 7 | |
| 2.87 × 10-6 | 1 | 0.1% |
| 2.9 × 10-6 | 6 | |
| 2.99 × 10-6 | 4 | |
| 3 × 10-6 | 7 | |
| 3.16 × 10-6 | 8 |
| Value | Count | Frequency (%) |
| 0.000198 | 1 | 0.1% |
| 0.000197 | 1 | 0.1% |
| 0.00019 | 8 | |
| 0.000178 | 5 | |
| 0.00017 | 1 | 0.1% |
| 0.00016 | 7 | |
| 0.000157 | 3 | 0.3% |
| 0.000156 | 1 | 0.1% |
| 0.000154 | 2 | 0.2% |
| 0.000144 | 1 | 0.1% |
Specific Heat Capacity (J/g-°C)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 87 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.67889121 |
| Minimum | 0.116 |
|---|---|
| Maximum | 1.05 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 0.116 |
|---|---|
| 5-th percentile | 0.375 |
| Q1 | 0.43 |
| median | 0.651 |
| Q3 | 0.9 |
| 95-th percentile | 1 |
| Maximum | 1.05 |
| Range | 0.934 |
| Interquartile range (IQR) | 0.47 |
Descriptive statistics
| Standard deviation | 0.25743693 |
|---|---|
| Coefficient of variation (CV) | 0.37920203 |
| Kurtosis | -1.7126393 |
| Mean | 0.67889121 |
| Median Absolute Deviation (MAD) | 0.248 |
| Skewness | -0.03647316 |
| Sum | 617.791 |
| Variance | 0.066273771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.963 | 109 | 12.0% |
| 0.9 | 82 | 9.0% |
| 0.46 | 60 | 6.6% |
| 0.5 | 59 | 6.5% |
| 0.377 | 53 | 5.8% |
| 0.88 | 45 | 4.9% |
| 1 | 33 | 3.6% |
| 1.05 | 31 | 3.4% |
| 0.89 | 25 | 2.7% |
| 0.376 | 23 | 2.5% |
| Other values (77) | 390 |
| Value | Count | Frequency (%) |
| 0.116 | 2 | |
| 0.129 | 1 | 0.1% |
| 0.134 | 2 | |
| 0.138 | 1 | 0.1% |
| 0.173 | 3 | |
| 0.23 | 1 | 0.1% |
| 0.285 | 1 | 0.1% |
| 0.293 | 1 | 0.1% |
| 0.347 | 1 | 0.1% |
| 0.356 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1.05 | 31 | 3.4% |
| 1.04 | 2 | 0.2% |
| 1.02 | 6 | 0.7% |
| 1 | 33 | 3.6% |
| 0.993 | 1 | 0.1% |
| 0.966 | 2 | 0.2% |
| 0.963 | 109 | |
| 0.96 | 10 | 1.1% |
| 0.95 | 1 | 0.1% |
| 0.926 | 1 | 0.1% |
Thermal Conductivity (W/m-K)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 216 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.428736 |
| Minimum | 1.01 |
|---|---|
| Maximum | 346 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 1.01 |
|---|---|
| 5-th percentile | 6.009 |
| Q1 | 15.6 |
| median | 72.5 |
| Q3 | 138 |
| 95-th percentile | 200 |
| Maximum | 346 |
| Range | 344.99 |
| Interquartile range (IQR) | 122.4 |
Descriptive statistics
| Standard deviation | 70.277123 |
|---|---|
| Coefficient of variation (CV) | 0.84236111 |
| Kurtosis | -0.93006302 |
| Mean | 83.428736 |
| Median Absolute Deviation (MAD) | 60.5 |
| Skewness | 0.45566893 |
| Sum | 75920.15 |
| Variance | 4938.874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 138 | 37 | 4.1% |
| 12.5 | 25 | 2.7% |
| 16.3 | 25 | 2.7% |
| 134 | 23 | 2.5% |
| 24.9 | 22 | 2.4% |
| 12 | 21 | 2.3% |
| 125 | 19 | 2.1% |
| 151 | 18 | 2.0% |
| 10.4 | 17 | 1.9% |
| 200 | 17 | 1.9% |
| Other values (206) | 686 |
| Value | Count | Frequency (%) |
| 1.01 | 1 | 0.1% |
| 1.87 | 1 | 0.1% |
| 2.12 | 1 | 0.1% |
| 2.31 | 3 | |
| 2.36 | 3 | |
| 2.38 | 1 | 0.1% |
| 2.45 | 2 | |
| 2.95 | 3 | |
| 3.21 | 3 | |
| 3.91 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 346 | 1 | 0.1% |
| 315 | 1 | 0.1% |
| 260 | 1 | 0.1% |
| 243 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 238 | 1 | 0.1% |
| 234 | 7 | |
| 231 | 2 | 0.2% |
| 230 | 5 | |
| 227 | 4 |
Brinell Hardness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 250 |
|---|---|
| Distinct (%) | 27.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.43835 |
| Minimum | 3.9 |
|---|---|
| Maximum | 594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 KiB |
Quantile statistics
| Minimum | 3.9 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 68 |
| median | 105 |
| Q3 | 195 |
| 95-th percentile | 360 |
| Maximum | 594 |
| Range | 590.1 |
| Interquartile range (IQR) | 127 |
Descriptive statistics
| Standard deviation | 104.19764 |
|---|---|
| Coefficient of variation (CV) | 0.72139869 |
| Kurtosis | 0.6699015 |
| Mean | 144.43835 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 1.180072 |
| Sum | 131438.9 |
| Variance | 10857.148 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 28 | 3.1% |
| 60 | 26 | 2.9% |
| 80 | 26 | 2.9% |
| 85 | 24 | 2.6% |
| 55 | 23 | 2.5% |
| 70 | 21 | 2.3% |
| 120 | 19 | 2.1% |
| 65 | 19 | 2.1% |
| 257 | 16 | 1.8% |
| 105 | 15 | 1.6% |
| Other values (240) | 693 |
| Value | Count | Frequency (%) |
| 3.9 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 14 | 2 | |
| 17 | 2 | |
| 19 | 1 | 0.1% |
| 21 | 2 | |
| 23 | 3 | |
| 25 | 2 |
| Value | Count | Frequency (%) |
| 594 | 1 | |
| 485 | 1 | |
| 476 | 2 | |
| 463 | 1 | |
| 460 | 1 | |
| 459 | 2 | |
| 451 | 1 | |
| 444 | 1 | |
| 434 | 1 | |
| 427 | 2 |
| Brinell Hardness | Density (g/cc) | Electrical Resistivity (ohm-cm) | Elongation (%) | Melting Point (°C) | Modulus of Elasticity (GPa) | Specific Heat Capacity (J/g-°C) | Thermal Conductivity (W/m-K) | Ultimate Tensile Strength (MPa) | Yield Tensile Strength(MPa) | |
|---|---|---|---|---|---|---|---|---|---|---|
| Brinell Hardness | 1.000 | 0.578 | 0.750 | 0.221 | 0.627 | 0.807 | -0.508 | -0.618 | 0.948 | 0.919 |
| Density (g/cc) | 0.578 | 1.000 | 0.642 | 0.529 | 0.623 | 0.832 | -0.899 | -0.708 | 0.603 | 0.435 |
| Electrical Resistivity (ohm-cm) | 0.750 | 0.642 | 1.000 | 0.409 | 0.659 | 0.764 | -0.577 | -0.902 | 0.775 | 0.617 |
| Elongation (%) | 0.221 | 0.529 | 0.409 | 1.000 | 0.495 | 0.502 | -0.585 | -0.444 | 0.333 | 0.116 |
| Melting Point (°C) | 0.627 | 0.623 | 0.659 | 0.495 | 1.000 | 0.748 | -0.625 | -0.603 | 0.633 | 0.537 |
| Modulus of Elasticity (GPa) | 0.807 | 0.832 | 0.764 | 0.502 | 0.748 | 1.000 | -0.744 | -0.708 | 0.802 | 0.664 |
| Specific Heat Capacity (J/g-°C) | -0.508 | -0.899 | -0.577 | -0.585 | -0.625 | -0.744 | 1.000 | 0.658 | -0.564 | -0.398 |
| Thermal Conductivity (W/m-K) | -0.618 | -0.708 | -0.902 | -0.444 | -0.603 | -0.708 | 0.658 | 1.000 | -0.660 | -0.459 |
| Ultimate Tensile Strength (MPa) | 0.948 | 0.603 | 0.775 | 0.333 | 0.633 | 0.802 | -0.564 | -0.660 | 1.000 | 0.916 |
| Yield Tensile Strength(MPa) | 0.919 | 0.435 | 0.617 | 0.116 | 0.537 | 0.664 | -0.398 | -0.459 | 0.916 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Yield Tensile Strength(MPa) | Ultimate Tensile Strength (MPa) | Modulus of Elasticity (GPa) | Elongation (%) | Melting Point (°C) | Density (g/cc) | Electrical Resistivity (ohm-cm) | Specific Heat Capacity (J/g-°C) | Thermal Conductivity (W/m-K) | Brinell Hardness | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 13.7 | 40.0 | 23.4 | 52.0 | 838.0 | 1.54 | 0.000005 | 0.632 | 126.00 | 17.0 |
| 1 | 225.0 | 1830.0 | 211.0 | 30.0 | 1490.0 | 8.80 | 0.000006 | 0.440 | 69.20 | 125.0 |
| 2 | 362.0 | 413.0 | 248.0 | 44.0 | 1860.0 | 7.19 | 0.000013 | 0.461 | 69.10 | 125.0 |
| 3 | 50.0 | 540.0 | 200.0 | 18.0 | 1540.0 | 7.87 | 0.000009 | 0.440 | 76.20 | 146.0 |
| 4 | 21.0 | 90.0 | 44.0 | 4.0 | 648.0 | 1.74 | 0.000005 | 1.020 | 159.00 | 30.0 |
| 5 | 87.0 | 185.0 | 44.0 | 7.0 | 648.0 | 1.74 | 0.000005 | 1.020 | 159.00 | 35.0 |
| 6 | 130.0 | 200.0 | 44.0 | 6.0 | 648.0 | 1.74 | 0.000005 | 1.020 | 159.00 | 46.0 |
| 7 | 98.0 | 178.0 | 44.0 | 10.0 | 648.0 | 1.74 | 0.000005 | 1.020 | 159.00 | 40.0 |
| 8 | 241.0 | 496.0 | 159.0 | 13.0 | 1240.0 | 7.44 | 0.000144 | 0.415 | 7.79 | 460.0 |
| 10 | 290.0 | 1070.0 | 469.0 | 20.0 | 3180.0 | 21.00 | 0.000019 | 0.138 | 39.60 | 165.0 |
| Yield Tensile Strength(MPa) | Ultimate Tensile Strength (MPa) | Modulus of Elasticity (GPa) | Elongation (%) | Melting Point (°C) | Density (g/cc) | Electrical Resistivity (ohm-cm) | Specific Heat Capacity (J/g-°C) | Thermal Conductivity (W/m-K) | Brinell Hardness | |
|---|---|---|---|---|---|---|---|---|---|---|
| 1078 | 205.0 | 515.0 | 193.0 | 40.00 | 1425.0 | 7.92 | 0.000072 | 0.500 | 16.3 | 217.0 |
| 1079 | 205.0 | 515.0 | 193.0 | 40.00 | 1425.0 | 7.96 | 0.000072 | 0.500 | 16.3 | 201.0 |
| 1089 | 157.0 | 264.0 | 44.1 | 3.50 | 592.5 | 1.82 | 0.000009 | 1.000 | 116.0 | 70.0 |
| 1090 | 227.5 | 320.5 | 44.0 | 12.50 | 590.0 | 1.84 | 0.000015 | 0.966 | 51.3 | 80.0 |
| 1091 | 127.0 | 193.5 | 44.0 | 5.50 | 533.0 | 1.81 | 0.000014 | 1.000 | 84.0 | 75.0 |
| 1092 | 160.5 | 227.0 | 44.1 | 6.50 | 575.0 | 1.84 | 0.000007 | 0.960 | 109.0 | 62.5 |
| 1093 | 211.0 | 259.0 | 44.1 | 6.00 | 592.5 | 1.85 | 0.000017 | 0.960 | 52.0 | 85.0 |
| 1094 | 103.0 | 150.0 | 44.0 | 3.00 | 592.5 | 1.80 | 0.000006 | 1.040 | 100.0 | 55.0 |
| 1095 | 213.0 | 327.5 | 44.1 | 8.75 | 590.0 | 1.83 | 0.000006 | 0.993 | 57.6 | 80.0 |
| 1096 | 165.0 | 240.0 | 45.3 | 3.50 | 457.5 | 2.02 | 0.000108 | 0.950 | 83.0 | 78.0 |